agent-native-architecture

agent-native-architecture is a skill for Claude Code, Codex from marcusrbrown/systematic. It costs 47 tokens per session (4,847 once invoked), scanned A, a copy of agent-native-architecture, MIT.

Guidance for designing software in which an AI agent can perform the same useful actions as a person through tools.

In plain words
What is it for?
Use it when building autonomous agents, tool-based integrations, self-modifying systems, or applications where agents work toward user-described outcomes.
Why use it?
It helps avoid applications where the interface supports actions that the agent cannot perform, or where agent changes are not reflected for users.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions OpenCode.

Good fit Use it when building autonomous agents, tool-based integrations, self-modifying systems, or applications where agents work toward user-described outcomes.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/marcusrbrown/systematic/agent-native-architecture
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add marcusrbrown/systematic --skill agent-native-architecture
Clone the repo
git clone --depth 1 https://github.com/marcusrbrown/systematic

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for agent-native-architecture

README.md
[![agentmods](https://agentmods.dev/badge/skills/marcusrbrown/systematic/agent-native-architecture/github.svg)](https://agentmods.dev/skills/marcusrbrown/systematic/agent-native-architecture)
Your own site
<a href="https://agentmods.dev/skills/marcusrbrown/systematic/agent-native-architecture"><img src="https://agentmods.dev/badge/skills/marcusrbrown/systematic/agent-native-architecture/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for agent-native-architecture

Your own site · 80×15
<a href="https://agentmods.dev/skills/marcusrbrown/systematic/agent-native-architecture"><img src="https://agentmods.dev/badge/skills/marcusrbrown/systematic/agent-native-architecture.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 47 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,847 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 89% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00047 $0.04847
Opus 5.5 $0.00019 $0.01939
Sonnet 5.5 $0.00009 $0.00969
Haiku 4.5 $0.00005 $0.00485

Measured yesterday against content hash 7ce2d53a1b48, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

agent-native-architecture scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

89% identical to agent-native-architecture — 64 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/agent-native-architecture/SKILL.md · 438 lines

How it starts

The opening of the file, as written. The whole thing — 438 lines — stays where its author put it; the contents beside it link to each section on GitHub.

<why_now>

Why Now

Software agents work reliably now. OpenCode demonstrated that an LLM with access to bash and file tools, operating in a loop until an objective is achieved, can accomplish complex multi-step tasks autonomously.

The surprising discovery: a really good coding agent is actually a really good general-purpose agent. The same architecture that lets OpenCode refactor a codebase can let an agent organize your files, manage your reading list, or automate your workflows.

The OpenCode SDK makes this accessible. You can build applications where features aren't code you write—they're outcomes you describe, achieved by an agent with tools, operating in a loop until the outcome is reached.

This opens up a new field: software that works the way OpenCode works, applied to categories far beyond coding. </why_now>

<core_principles>

Core Principles

1. Parity

Whatever the user can do through the UI, the agent should be able to achieve through tools.

This is the foundational principle. Without it, nothing else matters.

Imagine you build a notes app with a beautiful interface for creating, organizing, and tagging notes. A user asks the agent: "Create a note summarizing my meeting and tag it as urgent."

If you built UI for creating notes but no agent capability to do the same, the agent is stuck. It might apologize or ask clarifying questions, but it can't help—even though the action is trivial for a human using the interface.

The fix: Ensure the agent has tools (or combinations of tools) that can accomplish anything the UI can do.

This isn't about creating a 1:1 mapping of UI buttons to tools. It's about ensuring the agent can achieve the same outcomes. Sometimes that's a single tool (create_note). Sometimes it's composing primitives (write_file to a notes directory with proper formatting).

The discipline: When adding any UI capability, ask: can the agent achieve this outcome? If not, add the necessary tools or primitives.

Read the full file on GitHub · 438 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday Changed · +1 lines 7ce2d53a1b48
  2. 2mo ago First seen · 437 lines · 47 tokens per session scan A b2e83cc11d0f

Subscribe to this mod's changes

agent-native-architecture is a skill published in the GitHub repository marcusrbrown/systematic (28 stars, last pushed yesterday), licensed MIT. It adds 47 tokens to every session and 4,847 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 89% identical to agent-native-architecture, differing in 64 lines, and is treated as a copy.

Related

agent-native-architecture compared with skills from other repositories

agent-native-architecture next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
agent-native-architecturemarcusrbrown/systematicSkill28yesterdayMITA47Claude Code, Codex
plan-protocolkdcokenny/ocxSkill9801mo agoMITA14Claude Code, Codex
plan-reviewkdcokenny/ocxSkill9801mo agoMITA11Claude Code, Codex
opencode-ensemblehueyexe/opencode-ensembleSkill25418d agoMITA42Claude Code, Codex
code-reviewkdcokenny/ocxSkill9801mo agoMITA14Claude Code, Codex
code-philosophykdcokenny/ocxSkill9801mo agoMITA32Claude Code, Codex
frontend-philosophykdcokenny/ocxSkill9801mo agoMITA36Claude Code, Codex